Key papers

• MiA-Signature: Approximating Global Activation for Long-Context Understanding (2026)
  Yuqing Li et al.
  1.94
• MINTEval: Evaluating Memory under Multi-Target Interference in Long-Horizon Agent Systems (2026)
  Hyunji Lee et al.
  1.94
• ThriftAttention: Selective Mixed Precision for Long-Context FP4 Attention (2026)
  Joe Sharratt
  1.94
• LongAttnComp: Cross-Family Context Compression for Long-Context Reasoning (2026)
  Mengmeng Ji et al.
  1.94
• EvoEmbedding: Evolvable Representations for Long-Context Retrieval and Agentic Memory (2026)
  Chang Nie et al.
  1.94
• RoPE-Aware Bit Allocation for KV-Cache Quantization (2026)
  Fengfeng Liang et al.
  1.94
• UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks (2026)
  Zhekai Chen et al.
  1.94
• BEAVER: A Training-Free Hierarchical Prompt Compression Method via Structure-Aware Page Selection (2026)
  Zhengpei Hu et al.
  1.78
• FullDiT: Multi-Task Video Generative Foundation Model with Full Attention (2025)
  Xuan Ju et al.
  1.28
• Value-Guided Search for Efficient Chain-of-Thought Reasoning (2025)
  Kaiwen Wang et al.
  1.28
• Diagonal Batching Unlocks Parallelism in Recurrent Memory Transformers for Long Contexts (2025)
  Danil Sivtsov et al.
  1.28
• Prefix Grouper: Efficient GRPO Training through Shared-Prefix Forward (2025)
  Zikang Liu et al.
  1.28
• CoMemo: LVLMs Need Image Context with Image Memory (2025)
  Shi Liu et al.
  1.28
• ComoRAG: A Cognitive-Inspired Memory-Organized RAG for Stateful Long Narrative Reasoning (2025)
  Juyuan Wang et al.
  1.28
• No Tokens Wasted: Leveraging Long Context in Biomedical Vision-Language Models (2025)
  Min Woo Sun et al.
  1.28
• Hybrid Architectures for Language Models: Systematic Analysis and Design Insights (2025)
  Sangmin Bae et al.
  1.28
• Revisiting Long-context Modeling from Context Denoising Perspective (2025)
  Zecheng Tang et al.
  1.28
• Fantastic (small) Retrievers and How to Train Them: mxbai-edge-colbert-v0 Tech Report (2025)
  Rikiya Takehi et al.
  1.28
• DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models (2025)
  DeepSeek-AI et al.
  1.28
• Olmo 3 (2025)
  Team Olmo et al.
  1.28
• Summary of a Haystack: A Challenge to Long-Context LLMs and RAG Systems (2024)
  Philippe Laban et al.
  —
• ChatQA 2: Bridging the Gap to Proprietary LLMs in Long Context and RAG Capabilities (2024)
  Peng Xu et al.
  —
• mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text Retrieval (2024)
  Xin Zhang et al.
  —
• L-CiteEval: Do Long-Context Models Truly Leverage Context for Responding? (2024)
  Zecheng Tang et al.
  —
• Hyper-multi-step: The Truth Behind Difficult Long-context Tasks (2024)
  Yijiong Yu
  —
• Differential Transformer (2024)
  Tianzhu Ye et al.
  —
• Taipan: Efficient and Expressive State Space Language Models with Selective Attention (2024)
  Chien Van Nguyen et al.
  —
• Gated Delta Networks: Improving Mamba2 with Delta Rule (2024)
  Songlin Yang et al.
  —